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Antonio McCray

@antoniomccray

I build production AI platforms and machine learning services for healthcare, e-commerce, and enterprise software.

United States
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At EnsoData, I build Python and FastAPI services for AI-assisted sleep analysis, turning physiological signals into production diagnostic and scoring workflows used across a sleep-care platform serving more than 400 clinics. I deploy reliable ML inference services with PyTorch, TensorFlow, Kubernetes, Docker, Celery, Redis, PostgreSQL, and cloud-native observability.

Previously at iHerb, I developed recommendation, ranking, forecasting, segmentation, and analytics services for an e-commerce platform serving more than 10 million active customers in 185+ countries. My full-stack engineering background lets me carry AI products from data preparation and model evaluation through APIs, deployment automation, and production support.

Experience

Work history, roles, and key accomplishments

EnsoData logoEN
Current

Senior AI Engineer

Nov 2021 - Present (4 years 9 months)

Architected Python and FastAPI services for AI-assisted sleep analysis, integrating machine learning inference with secure REST APIs and cloud-native healthcare applications. Developed PyTorch and TensorFlow pipelines for physiological waveform analysis and engineered asynchronous inference services with Celery, Redis, and Kubernetes.

IH

Senior ML Engineer

Jun 2016 - Oct 2021 (5 years 4 months)

Developed Python-based machine learning services for product, customer, and transaction analytics supporting an e-commerce platform. Built recommendation and ranking models with scikit-learn, pandas, and SQL, and engineered feature pipelines for personalization models.

Education

Degrees, certifications, and relevant coursework

Fort Valley State University logoFU

Fort Valley State University

Bachelor of Science, Computer Information Systems

2003 - 2008

Bachelor of Science in Computer Information Systems from Fort Valley State University, completed from 2003 to 2008.

Availability

Open to opportunities

Location

United States

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